Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
!unzip -o processed_celeba_small.zip

Archive:  processed_celeba_small.zip
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
from torch.utils.data import DataLoader
import torchvision

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    
    # resize and normalize the images
    transform = transforms.Compose([
        transforms.Resize(image_size),
        transforms.CenterCrop(image_size),
        transforms.ToTensor(),
        #transforms.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))
    ])

    # define dataset using ImageFolder
    dataset = datasets.ImageFolder(data_dir, transform=transform)
    
    # TODO: Implement function and return a dataloader
    data_loader = torch.utils.data.DataLoader(dataset=dataset,
                                             batch_size=batch_size,
                                             shuffle=True)

    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 20
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    
    min, max = feature_range
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9373)
Max:  tensor(0.9608)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels, out_channels, 
                           kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)

    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
     
    # using Sequential container
    return nn.Sequential(*layers)


# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    # create a sequence of transpose + optional batch norm layers
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim

        # 32x32 input
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) # first layer, no batch_norm
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8 out
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        
        # final, fully-connected layer
        self.fc = nn.Linear(conv_dim*4*4*4, 1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        
        # flatten
        out = out.view(-1, self.conv_dim*4*4*4)
        
        # final output layer
        out = self.fc(out)        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)

        # transpose conv layers
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        
        # fully-connected + reshape 
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4) # (batch_size, depth, 4, 4)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        
        # last layer + tanh activation
        out = self.t_conv3(out)
        out = F.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if classname.find('Linear') != -1:
        # apply a uniform distribution to the weights and a bias=0
        m.weight.data.uniform_(0.0, 1.0)
        m.bias.data.fill_(0)
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    loss = torch.mean((D_out-1)**2)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    loss = torch.mean(D_out**2)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

lr=0.0002
beta1=0.1
beta2=0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            # ============================================
            d_optimizer.zero_grad()

            # Train with real images
            # Compute the discriminator losses on real images 
            if train_on_gpu:
                real_images = real_images.cuda()

            D_real = D(real_images)
            d_real_loss = real_loss(D_real)

            # Train with fake images
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)

            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step() 

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
        
            # Train with fake images and flipped labels
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images 
            # using flipped labels!
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels

            # perform backprop
            g_loss.backward()
            g_optimizer.step() 
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 57139.4961 | g_loss: 26758.2090
Epoch [    1/   10] | d_loss: 4204.9790 | g_loss: 1159.9636
Epoch [    1/   10] | d_loss: 1328.7314 | g_loss: 97.2313
Epoch [    1/   10] | d_loss: 441.0689 | g_loss: 6.5115
Epoch [    1/   10] | d_loss: 280.2265 | g_loss: 10.5174
Epoch [    1/   10] | d_loss: 134.7929 | g_loss: 13.0900
Epoch [    1/   10] | d_loss: 130.8313 | g_loss: 7.1668
Epoch [    1/   10] | d_loss: 144.3425 | g_loss: 3.7826
Epoch [    1/   10] | d_loss: 61.2585 | g_loss: 4.1372
Epoch [    1/   10] | d_loss: 23.3553 | g_loss: 3.5258
Epoch [    1/   10] | d_loss: 30.2329 | g_loss: 3.9536
Epoch [    1/   10] | d_loss: 60.8195 | g_loss: 1.4221
Epoch [    1/   10] | d_loss: 31.2747 | g_loss: 1.2469
Epoch [    1/   10] | d_loss: 22.0322 | g_loss: 4.9762
Epoch [    1/   10] | d_loss: 29.9937 | g_loss: 5.6888
Epoch [    1/   10] | d_loss: 9.9629 | g_loss: 1.0534
Epoch [    1/   10] | d_loss: 13.2836 | g_loss: 2.7155
Epoch [    1/   10] | d_loss: 9.9887 | g_loss: 5.4739
Epoch [    1/   10] | d_loss: 15.3411 | g_loss: 5.0180
Epoch [    1/   10] | d_loss: 29.3118 | g_loss: 9.5544
Epoch [    1/   10] | d_loss: 11.6992 | g_loss: 2.9590
Epoch [    1/   10] | d_loss: 19.0535 | g_loss: 1.6410
Epoch [    1/   10] | d_loss: 26.9761 | g_loss: 12.2404
Epoch [    1/   10] | d_loss: 14.5356 | g_loss: 1.5828
Epoch [    1/   10] | d_loss: 8.2057 | g_loss: 6.7247
Epoch [    1/   10] | d_loss: 14.3659 | g_loss: 1.5613
Epoch [    1/   10] | d_loss: 10.3317 | g_loss: 11.6548
Epoch [    1/   10] | d_loss: 28.6725 | g_loss: 54.2684
Epoch [    1/   10] | d_loss: 21.3927 | g_loss: 4.1673
Epoch [    1/   10] | d_loss: 12.3078 | g_loss: 2.8027
Epoch [    1/   10] | d_loss: 11.7547 | g_loss: 13.4460
Epoch [    1/   10] | d_loss: 21.6035 | g_loss: 21.5969
Epoch [    1/   10] | d_loss: 10.2537 | g_loss: 3.8746
Epoch [    1/   10] | d_loss: 9.5741 | g_loss: 13.0619
Epoch [    1/   10] | d_loss: 13.2738 | g_loss: 2.5085
Epoch [    1/   10] | d_loss: 8.3365 | g_loss: 4.4476
Epoch [    1/   10] | d_loss: 11.0824 | g_loss: 4.6705
Epoch [    1/   10] | d_loss: 28.2793 | g_loss: 34.2795
Epoch [    1/   10] | d_loss: 23.0571 | g_loss: 6.2265
Epoch [    1/   10] | d_loss: 10.3381 | g_loss: 28.5135
Epoch [    1/   10] | d_loss: 13.6161 | g_loss: 3.2489
Epoch [    1/   10] | d_loss: 25.5785 | g_loss: 8.3546
Epoch [    1/   10] | d_loss: 16.0322 | g_loss: 40.5777
Epoch [    1/   10] | d_loss: 12.1467 | g_loss: 2.6375
Epoch [    1/   10] | d_loss: 11.1844 | g_loss: 1.4222
Epoch [    1/   10] | d_loss: 4.3598 | g_loss: 2.9306
Epoch [    1/   10] | d_loss: 10.7154 | g_loss: 5.2787
Epoch [    1/   10] | d_loss: 6.2154 | g_loss: 5.2495
Epoch [    1/   10] | d_loss: 2.1054 | g_loss: 2.4404
Epoch [    1/   10] | d_loss: 2.5574 | g_loss: 3.3918
Epoch [    1/   10] | d_loss: 9.4450 | g_loss: 4.3941
Epoch [    1/   10] | d_loss: 10.5597 | g_loss: 9.8125
Epoch [    1/   10] | d_loss: 9.3731 | g_loss: 20.0573
Epoch [    1/   10] | d_loss: 4.2369 | g_loss: 2.0360
Epoch [    1/   10] | d_loss: 5.5465 | g_loss: 1.0425
Epoch [    1/   10] | d_loss: 4.5607 | g_loss: 3.7971
Epoch [    1/   10] | d_loss: 5.0697 | g_loss: 2.4863
Epoch [    1/   10] | d_loss: 1.9008 | g_loss: 4.1385
Epoch [    1/   10] | d_loss: 3.3277 | g_loss: 3.7379
Epoch [    1/   10] | d_loss: 4.4136 | g_loss: 2.6373
Epoch [    1/   10] | d_loss: 3.0129 | g_loss: 2.4541
Epoch [    1/   10] | d_loss: 7.8442 | g_loss: 2.5360
Epoch [    1/   10] | d_loss: 5.3035 | g_loss: 4.1545
Epoch [    1/   10] | d_loss: 8.6526 | g_loss: 1.6303
Epoch [    1/   10] | d_loss: 4.0104 | g_loss: 1.9124
Epoch [    1/   10] | d_loss: 6.1213 | g_loss: 6.9192
Epoch [    1/   10] | d_loss: 7.7610 | g_loss: 9.0927
Epoch [    1/   10] | d_loss: 2.6678 | g_loss: 1.9346
Epoch [    1/   10] | d_loss: 11.4226 | g_loss: 10.4169
Epoch [    1/   10] | d_loss: 10.5018 | g_loss: 3.1140
Epoch [    1/   10] | d_loss: 3.8091 | g_loss: 4.9645
Epoch [    1/   10] | d_loss: 11.9655 | g_loss: 10.1993
Epoch [    1/   10] | d_loss: 2.0056 | g_loss: 2.8118
Epoch [    1/   10] | d_loss: 3.9060 | g_loss: 48.6013
Epoch [    1/   10] | d_loss: 31.7392 | g_loss: 8.5637
Epoch [    1/   10] | d_loss: 16.2929 | g_loss: 6.6172
Epoch [    1/   10] | d_loss: 26.1106 | g_loss: 3.9131
Epoch [    1/   10] | d_loss: 8.9944 | g_loss: 2.5218
Epoch [    1/   10] | d_loss: 8.3827 | g_loss: 1.4751
Epoch [    1/   10] | d_loss: 9.2528 | g_loss: 1.6804
Epoch [    1/   10] | d_loss: 4.8471 | g_loss: 0.2335
Epoch [    1/   10] | d_loss: 15.8318 | g_loss: 0.1394
Epoch [    1/   10] | d_loss: 4.5569 | g_loss: 1.5746
Epoch [    1/   10] | d_loss: 3.7954 | g_loss: 2.0141
Epoch [    1/   10] | d_loss: 8.0375 | g_loss: 1.3175
Epoch [    1/   10] | d_loss: 3.7093 | g_loss: 0.4274
Epoch [    1/   10] | d_loss: 2.3195 | g_loss: 0.1173
Epoch [    1/   10] | d_loss: 1.8642 | g_loss: 4.3421
Epoch [    1/   10] | d_loss: 5.5716 | g_loss: 1.4648
Epoch [    1/   10] | d_loss: 2.8629 | g_loss: 1.1549
Epoch [    2/   10] | d_loss: 3.8701 | g_loss: 1.1822
Epoch [    2/   10] | d_loss: 4.8682 | g_loss: 0.4907
Epoch [    2/   10] | d_loss: 3.5098 | g_loss: 0.6523
Epoch [    2/   10] | d_loss: 7.2245 | g_loss: 0.5729
Epoch [    2/   10] | d_loss: 2.2200 | g_loss: 1.1492
Epoch [    2/   10] | d_loss: 3.5316 | g_loss: 1.2312
Epoch [    2/   10] | d_loss: 1.7417 | g_loss: 1.4669
Epoch [    2/   10] | d_loss: 3.1973 | g_loss: 1.6196
Epoch [    2/   10] | d_loss: 2.7300 | g_loss: 1.3705
Epoch [    2/   10] | d_loss: 5.3522 | g_loss: 5.7213
Epoch [    2/   10] | d_loss: 4.2422 | g_loss: 2.2842
Epoch [    2/   10] | d_loss: 8.5825 | g_loss: 11.7730
Epoch [    2/   10] | d_loss: 4.3886 | g_loss: 0.4555
Epoch [    2/   10] | d_loss: 3.8517 | g_loss: 8.2341
Epoch [    2/   10] | d_loss: 2.2580 | g_loss: 1.4111
Epoch [    2/   10] | d_loss: 2.6299 | g_loss: 3.3037
Epoch [    2/   10] | d_loss: 5.7346 | g_loss: 2.6817
Epoch [    2/   10] | d_loss: 3.9536 | g_loss: 3.5457
Epoch [    2/   10] | d_loss: 2.8291 | g_loss: 1.5104
Epoch [    2/   10] | d_loss: 4.5884 | g_loss: 2.3899
Epoch [    2/   10] | d_loss: 2.6856 | g_loss: 0.3481
Epoch [    2/   10] | d_loss: 5.9399 | g_loss: 10.9820
Epoch [    2/   10] | d_loss: 2.0490 | g_loss: 1.8739
Epoch [    2/   10] | d_loss: 2.6073 | g_loss: 0.5195
Epoch [    2/   10] | d_loss: 3.7969 | g_loss: 4.3082
Epoch [    2/   10] | d_loss: 11.8338 | g_loss: 25.2345
Epoch [    2/   10] | d_loss: 2.2337 | g_loss: 2.3559
Epoch [    2/   10] | d_loss: 2.8706 | g_loss: 4.4264
Epoch [    2/   10] | d_loss: 78.3842 | g_loss: 212.0485
Epoch [    2/   10] | d_loss: 2.8325 | g_loss: 1.3966
Epoch [    2/   10] | d_loss: 4.0551 | g_loss: 6.4308
Epoch [    2/   10] | d_loss: 4.4631 | g_loss: 3.8531
Epoch [    2/   10] | d_loss: 4.6785 | g_loss: 1.3908
Epoch [    2/   10] | d_loss: 1.4603 | g_loss: 1.3897
Epoch [    2/   10] | d_loss: 2.4669 | g_loss: 0.8465
Epoch [    2/   10] | d_loss: 4.5867 | g_loss: 5.1588
Epoch [    2/   10] | d_loss: 6.1687 | g_loss: 80.3363
Epoch [    2/   10] | d_loss: 2.4277 | g_loss: 2.2678
Epoch [    2/   10] | d_loss: 4.7365 | g_loss: 13.5837
Epoch [    2/   10] | d_loss: 4.0822 | g_loss: 14.0692
Epoch [    2/   10] | d_loss: 5.2226 | g_loss: 1.8918
Epoch [    2/   10] | d_loss: 2.8393 | g_loss: 2.1257
Epoch [    2/   10] | d_loss: 5.9733 | g_loss: 6.0722
Epoch [    2/   10] | d_loss: 4.1714 | g_loss: 7.8296
Epoch [    2/   10] | d_loss: 7.1635 | g_loss: 3.0376
Epoch [    2/   10] | d_loss: 25.6348 | g_loss: 68.3394
Epoch [    2/   10] | d_loss: 3.0241 | g_loss: 7.8075
Epoch [    2/   10] | d_loss: 9.8230 | g_loss: 29.3757
Epoch [    2/   10] | d_loss: 3.0818 | g_loss: 16.3383
Epoch [    2/   10] | d_loss: 1.3322 | g_loss: 1.2473
Epoch [    2/   10] | d_loss: 2.5833 | g_loss: 1.3381
Epoch [    2/   10] | d_loss: 2.0193 | g_loss: 2.6835
Epoch [    2/   10] | d_loss: 2.9748 | g_loss: 4.3943
Epoch [    2/   10] | d_loss: 7.6793 | g_loss: 32.1833
Epoch [    2/   10] | d_loss: 5.0951 | g_loss: 3.2031
Epoch [    2/   10] | d_loss: 5.6498 | g_loss: 7.0305
Epoch [    2/   10] | d_loss: 7.5555 | g_loss: 17.1870
Epoch [    2/   10] | d_loss: 3.4786 | g_loss: 6.7290
Epoch [    2/   10] | d_loss: 3.4324 | g_loss: 5.3058
Epoch [    2/   10] | d_loss: 12.5014 | g_loss: 19.4078
Epoch [    2/   10] | d_loss: 7.2899 | g_loss: 18.0725
Epoch [    2/   10] | d_loss: 2.5301 | g_loss: 0.5920
Epoch [    2/   10] | d_loss: 1.4926 | g_loss: 3.5721
Epoch [    2/   10] | d_loss: 1.3006 | g_loss: 3.4168
Epoch [    2/   10] | d_loss: 1.8627 | g_loss: 2.2814
Epoch [    2/   10] | d_loss: 3.0578 | g_loss: 2.4826
Epoch [    2/   10] | d_loss: 3.5913 | g_loss: 3.1360
Epoch [    2/   10] | d_loss: 2.2837 | g_loss: 4.2666
Epoch [    2/   10] | d_loss: 56.6931 | g_loss: 280.9906
Epoch [    2/   10] | d_loss: 2.5271 | g_loss: 0.7302
Epoch [    2/   10] | d_loss: 1.4482 | g_loss: 2.6371
Epoch [    2/   10] | d_loss: 1.4433 | g_loss: 0.4485
Epoch [    2/   10] | d_loss: 2.7459 | g_loss: 2.2683
Epoch [    2/   10] | d_loss: 1.3938 | g_loss: 2.3827
Epoch [    2/   10] | d_loss: 6.8261 | g_loss: 9.3640
Epoch [    2/   10] | d_loss: 1.8289 | g_loss: 1.3978
Epoch [    2/   10] | d_loss: 2.3873 | g_loss: 1.8963
Epoch [    2/   10] | d_loss: 3.4565 | g_loss: 6.3991
Epoch [    2/   10] | d_loss: 24.1174 | g_loss: 33.2291
Epoch [    2/   10] | d_loss: 1.4752 | g_loss: 0.9063
Epoch [    2/   10] | d_loss: 0.9968 | g_loss: 0.3556
Epoch [    2/   10] | d_loss: 1.7252 | g_loss: 3.4512
Epoch [    2/   10] | d_loss: 3.0864 | g_loss: 19.7198
Epoch [    2/   10] | d_loss: 7.0639 | g_loss: 5.7147
Epoch [    2/   10] | d_loss: 3.3227 | g_loss: 4.7758
Epoch [    2/   10] | d_loss: 1.9080 | g_loss: 3.2666
Epoch [    2/   10] | d_loss: 0.8581 | g_loss: 0.9500
Epoch [    2/   10] | d_loss: 3.1417 | g_loss: 4.7168
Epoch [    2/   10] | d_loss: 4.4736 | g_loss: 8.7600
Epoch [    2/   10] | d_loss: 3.9159 | g_loss: 4.7273
Epoch [    3/   10] | d_loss: 10.4925 | g_loss: 49.2048
Epoch [    3/   10] | d_loss: 2.3723 | g_loss: 3.4673
Epoch [    3/   10] | d_loss: 1.9363 | g_loss: 1.4969
Epoch [    3/   10] | d_loss: 1.1668 | g_loss: 1.1265
Epoch [    3/   10] | d_loss: 3.8914 | g_loss: 7.4376
Epoch [    3/   10] | d_loss: 1.5743 | g_loss: 2.2445
Epoch [    3/   10] | d_loss: 4.0020 | g_loss: 7.1216
Epoch [    3/   10] | d_loss: 3.5247 | g_loss: 3.3313
Epoch [    3/   10] | d_loss: 1.4911 | g_loss: 0.5396
Epoch [    3/   10] | d_loss: 0.9677 | g_loss: 0.9673
Epoch [    3/   10] | d_loss: 0.6825 | g_loss: 0.9434
Epoch [    3/   10] | d_loss: 3.9955 | g_loss: 1.5370
Epoch [    3/   10] | d_loss: 1.1065 | g_loss: 1.2440
Epoch [    3/   10] | d_loss: 2.1603 | g_loss: 0.5539
Epoch [    3/   10] | d_loss: 3.9929 | g_loss: 5.6972
Epoch [    3/   10] | d_loss: 1.4509 | g_loss: 1.5102
Epoch [    3/   10] | d_loss: 1.6899 | g_loss: 1.3664
Epoch [    3/   10] | d_loss: 29.8579 | g_loss: 87.3985
Epoch [    3/   10] | d_loss: 1.7183 | g_loss: 1.4590
Epoch [    3/   10] | d_loss: 1.3031 | g_loss: 2.0195
Epoch [    3/   10] | d_loss: 1.2955 | g_loss: 0.8256
Epoch [    3/   10] | d_loss: 1.0351 | g_loss: 1.6045
Epoch [    3/   10] | d_loss: 1.1983 | g_loss: 3.1815
Epoch [    3/   10] | d_loss: 1.0119 | g_loss: 1.2088
Epoch [    3/   10] | d_loss: 1.1825 | g_loss: 0.5682
Epoch [    3/   10] | d_loss: 0.6074 | g_loss: 2.0718
Epoch [    3/   10] | d_loss: 0.9779 | g_loss: 3.5887
Epoch [    3/   10] | d_loss: 4.8629 | g_loss: 10.6210
Epoch [    3/   10] | d_loss: 1.5715 | g_loss: 2.8744
Epoch [    3/   10] | d_loss: 2.0543 | g_loss: 6.8117
Epoch [    3/   10] | d_loss: 0.9445 | g_loss: 1.2478
Epoch [    3/   10] | d_loss: 0.7812 | g_loss: 2.5531
Epoch [    3/   10] | d_loss: 0.5053 | g_loss: 1.9581
Epoch [    3/   10] | d_loss: 0.2583 | g_loss: 1.1095
Epoch [    3/   10] | d_loss: 0.7385 | g_loss: 1.3259
Epoch [    3/   10] | d_loss: 0.5270 | g_loss: 0.8897
Epoch [    3/   10] | d_loss: 0.7963 | g_loss: 1.3010
Epoch [    3/   10] | d_loss: 0.6772 | g_loss: 1.3005
Epoch [    3/   10] | d_loss: 0.8625 | g_loss: 3.5058
Epoch [    3/   10] | d_loss: 0.8250 | g_loss: 1.2969
Epoch [    3/   10] | d_loss: 0.5675 | g_loss: 1.1479
Epoch [    3/   10] | d_loss: 0.9615 | g_loss: 1.7137
Epoch [    3/   10] | d_loss: 2.1451 | g_loss: 2.6360
Epoch [    3/   10] | d_loss: 1.3961 | g_loss: 2.9988
Epoch [    3/   10] | d_loss: 0.9654 | g_loss: 0.6358
Epoch [    3/   10] | d_loss: 1.0194 | g_loss: 1.0910
Epoch [    3/   10] | d_loss: 1.0743 | g_loss: 3.6163
Epoch [    3/   10] | d_loss: 23.1506 | g_loss: 9.2749
Epoch [    3/   10] | d_loss: 1.8409 | g_loss: 1.0710
Epoch [    3/   10] | d_loss: 0.8086 | g_loss: 1.0584
Epoch [    3/   10] | d_loss: 0.4195 | g_loss: 1.2462
Epoch [    3/   10] | d_loss: 0.4977 | g_loss: 0.9488
Epoch [    3/   10] | d_loss: 0.2680 | g_loss: 1.2764
Epoch [    3/   10] | d_loss: 0.3686 | g_loss: 0.9385
Epoch [    3/   10] | d_loss: 0.5639 | g_loss: 1.4508
Epoch [    3/   10] | d_loss: 0.2572 | g_loss: 0.6782
Epoch [    3/   10] | d_loss: 0.2839 | g_loss: 0.8521
Epoch [    3/   10] | d_loss: 0.1237 | g_loss: 0.6792
Epoch [    3/   10] | d_loss: 0.2943 | g_loss: 0.8396
Epoch [    3/   10] | d_loss: 0.1607 | g_loss: 0.9650
Epoch [    3/   10] | d_loss: 0.2487 | g_loss: 1.0848
Epoch [    3/   10] | d_loss: 0.5793 | g_loss: 1.6335
Epoch [    3/   10] | d_loss: 0.1985 | g_loss: 1.1937
Epoch [    3/   10] | d_loss: 0.6773 | g_loss: 1.0044
Epoch [    3/   10] | d_loss: 0.4058 | g_loss: 1.1438
Epoch [    3/   10] | d_loss: 0.3579 | g_loss: 0.6259
Epoch [    3/   10] | d_loss: 0.2139 | g_loss: 0.8459
Epoch [    3/   10] | d_loss: 0.2934 | g_loss: 0.7292
Epoch [    3/   10] | d_loss: 0.1995 | g_loss: 1.0452
Epoch [    3/   10] | d_loss: 0.4628 | g_loss: 0.8391
Epoch [    3/   10] | d_loss: 0.5456 | g_loss: 0.9077
Epoch [    3/   10] | d_loss: 0.2760 | g_loss: 0.6751
Epoch [    3/   10] | d_loss: 0.5166 | g_loss: 1.8912
Epoch [    3/   10] | d_loss: 0.8075 | g_loss: 1.0952
Epoch [    3/   10] | d_loss: 0.5853 | g_loss: 1.9365
Epoch [    3/   10] | d_loss: 0.5927 | g_loss: 1.2437
Epoch [    3/   10] | d_loss: 1.8333 | g_loss: 1.3354
Epoch [    3/   10] | d_loss: 1.5441 | g_loss: 2.1521
Epoch [    3/   10] | d_loss: 0.6953 | g_loss: 1.5404
Epoch [    3/   10] | d_loss: 1.2329 | g_loss: 1.2922
Epoch [    3/   10] | d_loss: 0.2084 | g_loss: 0.7129
Epoch [    3/   10] | d_loss: 0.4613 | g_loss: 0.6078
Epoch [    3/   10] | d_loss: 0.3629 | g_loss: 0.8693
Epoch [    3/   10] | d_loss: 0.2463 | g_loss: 1.2467
Epoch [    3/   10] | d_loss: 0.2939 | g_loss: 1.0939
Epoch [    3/   10] | d_loss: 0.4655 | g_loss: 0.7142
Epoch [    3/   10] | d_loss: 0.4706 | g_loss: 1.6999
Epoch [    3/   10] | d_loss: 0.4978 | g_loss: 0.6282
Epoch [    3/   10] | d_loss: 0.5022 | g_loss: 0.7057
Epoch [    3/   10] | d_loss: 0.6654 | g_loss: 1.4395
Epoch [    4/   10] | d_loss: 0.8919 | g_loss: 1.5381
Epoch [    4/   10] | d_loss: 0.6149 | g_loss: 1.3656
Epoch [    4/   10] | d_loss: 0.3145 | g_loss: 0.5015
Epoch [    4/   10] | d_loss: 0.9406 | g_loss: 0.2021
Epoch [    4/   10] | d_loss: 0.4318 | g_loss: 0.4441
Epoch [    4/   10] | d_loss: 0.3715 | g_loss: 0.5517
Epoch [    4/   10] | d_loss: 0.5123 | g_loss: 0.6577
Epoch [    4/   10] | d_loss: 0.2802 | g_loss: 0.3624
Epoch [    4/   10] | d_loss: 0.3049 | g_loss: 1.0627
Epoch [    4/   10] | d_loss: 0.8969 | g_loss: 2.2077
Epoch [    4/   10] | d_loss: 0.9157 | g_loss: 1.4162
Epoch [    4/   10] | d_loss: 1.0527 | g_loss: 0.4027
Epoch [    4/   10] | d_loss: 1.4550 | g_loss: 1.5736
Epoch [    4/   10] | d_loss: 0.3991 | g_loss: 1.1434
Epoch [    4/   10] | d_loss: 0.6277 | g_loss: 1.1718
Epoch [    4/   10] | d_loss: 0.7081 | g_loss: 1.0926
Epoch [    4/   10] | d_loss: 0.7502 | g_loss: 1.5582
Epoch [    4/   10] | d_loss: 0.3438 | g_loss: 1.2145
Epoch [    4/   10] | d_loss: 0.3204 | g_loss: 0.7939
Epoch [    4/   10] | d_loss: 1.3628 | g_loss: 3.2642
Epoch [    4/   10] | d_loss: 0.2624 | g_loss: 1.0463
Epoch [    4/   10] | d_loss: 0.3663 | g_loss: 0.4421
Epoch [    4/   10] | d_loss: 0.8899 | g_loss: 0.9896
Epoch [    4/   10] | d_loss: 0.4279 | g_loss: 1.0211
Epoch [    4/   10] | d_loss: 0.9066 | g_loss: 0.8310
Epoch [    4/   10] | d_loss: 0.5688 | g_loss: 0.2560
Epoch [    4/   10] | d_loss: 0.3627 | g_loss: 0.6106
Epoch [    4/   10] | d_loss: 0.6428 | g_loss: 0.4458
Epoch [    4/   10] | d_loss: 0.2455 | g_loss: 0.8913
Epoch [    4/   10] | d_loss: 0.4000 | g_loss: 0.7654
Epoch [    4/   10] | d_loss: 1.0056 | g_loss: 1.6381
Epoch [    4/   10] | d_loss: 0.2906 | g_loss: 0.5704
Epoch [    4/   10] | d_loss: 0.2970 | g_loss: 0.9722
Epoch [    4/   10] | d_loss: 0.5978 | g_loss: 1.9164
Epoch [    4/   10] | d_loss: 129.4165 | g_loss: 2031.8779
Epoch [    4/   10] | d_loss: 1.6486 | g_loss: 0.6699
Epoch [    4/   10] | d_loss: 0.5873 | g_loss: 0.5826
Epoch [    4/   10] | d_loss: 0.8203 | g_loss: 1.1426
Epoch [    4/   10] | d_loss: 0.4588 | g_loss: 0.8667
Epoch [    4/   10] | d_loss: 0.4382 | g_loss: 1.1224
Epoch [    4/   10] | d_loss: 0.1205 | g_loss: 0.8047
Epoch [    4/   10] | d_loss: 0.1833 | g_loss: 1.1667
Epoch [    4/   10] | d_loss: 0.1278 | g_loss: 0.9450
Epoch [    4/   10] | d_loss: 0.2707 | g_loss: 1.2557
Epoch [    4/   10] | d_loss: 2.7446 | g_loss: 1.1554
Epoch [    4/   10] | d_loss: 0.3333 | g_loss: 0.9499
Epoch [    4/   10] | d_loss: 0.1131 | g_loss: 0.9225
Epoch [    4/   10] | d_loss: 0.0891 | g_loss: 1.1880
Epoch [    4/   10] | d_loss: 0.1729 | g_loss: 1.2256
Epoch [    4/   10] | d_loss: 0.2165 | g_loss: 1.2616
Epoch [    4/   10] | d_loss: 0.1346 | g_loss: 1.0217
Epoch [    4/   10] | d_loss: 0.0883 | g_loss: 0.8330
Epoch [    4/   10] | d_loss: 0.0693 | g_loss: 0.8585
Epoch [    4/   10] | d_loss: 0.2101 | g_loss: 0.7772
Epoch [    4/   10] | d_loss: 0.1145 | g_loss: 0.9754
Epoch [    4/   10] | d_loss: 0.1709 | g_loss: 1.1938
Epoch [    4/   10] | d_loss: 0.1662 | g_loss: 0.7789
Epoch [    4/   10] | d_loss: 0.1154 | g_loss: 1.2115
Epoch [    4/   10] | d_loss: 0.1129 | g_loss: 0.6583
Epoch [    4/   10] | d_loss: 0.0880 | g_loss: 1.0031
Epoch [    4/   10] | d_loss: 0.1186 | g_loss: 0.8116
Epoch [    4/   10] | d_loss: 0.2501 | g_loss: 1.0836
Epoch [    4/   10] | d_loss: 0.1929 | g_loss: 1.2613
Epoch [    4/   10] | d_loss: 0.1121 | g_loss: 0.9850
Epoch [    4/   10] | d_loss: 0.3301 | g_loss: 1.4931
Epoch [    4/   10] | d_loss: 0.1376 | g_loss: 1.0042
Epoch [    4/   10] | d_loss: 0.3750 | g_loss: 1.1709
Epoch [    4/   10] | d_loss: 0.2142 | g_loss: 1.0328
Epoch [    4/   10] | d_loss: 0.2608 | g_loss: 0.9640
Epoch [    4/   10] | d_loss: 0.1060 | g_loss: 0.8569
Epoch [    4/   10] | d_loss: 0.0781 | g_loss: 0.7668
Epoch [    4/   10] | d_loss: 0.1570 | g_loss: 0.6006
Epoch [    4/   10] | d_loss: 0.0923 | g_loss: 1.0756
Epoch [    4/   10] | d_loss: 0.1545 | g_loss: 0.7288
Epoch [    4/   10] | d_loss: 0.3104 | g_loss: 0.4513
Epoch [    4/   10] | d_loss: 0.2405 | g_loss: 0.6751
Epoch [    4/   10] | d_loss: 0.3073 | g_loss: 0.9830
Epoch [    4/   10] | d_loss: 0.2460 | g_loss: 0.7179
Epoch [    4/   10] | d_loss: 0.4493 | g_loss: 0.7186
Epoch [    4/   10] | d_loss: 0.2182 | g_loss: 0.2309
Epoch [    4/   10] | d_loss: 0.2682 | g_loss: 0.4899
Epoch [    4/   10] | d_loss: 0.2584 | g_loss: 1.0910
Epoch [    4/   10] | d_loss: 0.2794 | g_loss: 0.7123
Epoch [    4/   10] | d_loss: 0.3707 | g_loss: 0.3599
Epoch [    4/   10] | d_loss: 0.4178 | g_loss: 0.4684
Epoch [    4/   10] | d_loss: 0.6065 | g_loss: 0.2519
Epoch [    4/   10] | d_loss: 0.3135 | g_loss: 0.5722
Epoch [    4/   10] | d_loss: 0.3644 | g_loss: 0.5274
Epoch [    4/   10] | d_loss: 0.5300 | g_loss: 0.6743
Epoch [    4/   10] | d_loss: 0.1811 | g_loss: 0.6548
Epoch [    5/   10] | d_loss: 0.2741 | g_loss: 0.6456
Epoch [    5/   10] | d_loss: 0.1996 | g_loss: 0.5598
Epoch [    5/   10] | d_loss: 0.2151 | g_loss: 0.6100
Epoch [    5/   10] | d_loss: 0.3337 | g_loss: 0.6557
Epoch [    5/   10] | d_loss: 0.3392 | g_loss: 1.1690
Epoch [    5/   10] | d_loss: 0.2814 | g_loss: 0.3818
Epoch [    5/   10] | d_loss: 0.3880 | g_loss: 0.5235
Epoch [    5/   10] | d_loss: 0.7768 | g_loss: 0.0616
Epoch [    5/   10] | d_loss: 0.3417 | g_loss: 0.4341
Epoch [    5/   10] | d_loss: 0.5362 | g_loss: 0.5897
Epoch [    5/   10] | d_loss: 1.0347 | g_loss: 0.9939
Epoch [    5/   10] | d_loss: 0.3194 | g_loss: 0.3160
Epoch [    5/   10] | d_loss: 0.3662 | g_loss: 0.4418
Epoch [    5/   10] | d_loss: 0.5976 | g_loss: 1.4794
Epoch [    5/   10] | d_loss: 0.4080 | g_loss: 0.7853
Epoch [    5/   10] | d_loss: 0.6553 | g_loss: 0.9665
Epoch [    5/   10] | d_loss: 0.4284 | g_loss: 1.3367
Epoch [    5/   10] | d_loss: 0.2588 | g_loss: 0.7102
Epoch [    5/   10] | d_loss: 0.3982 | g_loss: 0.4556
Epoch [    5/   10] | d_loss: 0.3965 | g_loss: 0.3849
Epoch [    5/   10] | d_loss: 0.3301 | g_loss: 0.3928
Epoch [    5/   10] | d_loss: 0.5259 | g_loss: 0.6574
Epoch [    5/   10] | d_loss: 0.2164 | g_loss: 0.5818
Epoch [    5/   10] | d_loss: 0.3087 | g_loss: 0.5852
Epoch [    5/   10] | d_loss: 0.3880 | g_loss: 0.4590
Epoch [    5/   10] | d_loss: 0.3104 | g_loss: 1.0327
Epoch [    5/   10] | d_loss: 0.4657 | g_loss: 0.6654
Epoch [    5/   10] | d_loss: 0.4639 | g_loss: 0.2789
Epoch [    5/   10] | d_loss: 0.2822 | g_loss: 0.5167
Epoch [    5/   10] | d_loss: 0.4416 | g_loss: 0.2781
Epoch [    5/   10] | d_loss: 0.4071 | g_loss: 0.4298
Epoch [    5/   10] | d_loss: 0.5014 | g_loss: 1.4204
Epoch [    5/   10] | d_loss: 1.2254 | g_loss: 1.3521
Epoch [    5/   10] | d_loss: 2.8516 | g_loss: 1.2383
Epoch [    5/   10] | d_loss: 0.8554 | g_loss: 0.8661
Epoch [    5/   10] | d_loss: 0.5107 | g_loss: 0.7763
Epoch [    5/   10] | d_loss: 0.7383 | g_loss: 0.9341
Epoch [    5/   10] | d_loss: 0.4346 | g_loss: 0.8725
Epoch [    5/   10] | d_loss: 0.2397 | g_loss: 0.8477
Epoch [    5/   10] | d_loss: 0.3022 | g_loss: 0.8111
Epoch [    5/   10] | d_loss: 0.5555 | g_loss: 0.6559
Epoch [    5/   10] | d_loss: 0.5757 | g_loss: 0.9032
Epoch [    5/   10] | d_loss: 0.1453 | g_loss: 1.0661
Epoch [    5/   10] | d_loss: 0.1157 | g_loss: 0.8527
Epoch [    5/   10] | d_loss: 0.1895 | g_loss: 1.0763
Epoch [    5/   10] | d_loss: 0.1651 | g_loss: 0.9006
Epoch [    5/   10] | d_loss: 0.3468 | g_loss: 1.0294
Epoch [    5/   10] | d_loss: 0.2617 | g_loss: 0.8775
Epoch [    5/   10] | d_loss: 0.1346 | g_loss: 0.9045
Epoch [    5/   10] | d_loss: 0.2850 | g_loss: 0.9082
Epoch [    5/   10] | d_loss: 0.1591 | g_loss: 0.8949
Epoch [    5/   10] | d_loss: 0.2136 | g_loss: 1.0527
Epoch [    5/   10] | d_loss: 0.1871 | g_loss: 1.0073
Epoch [    5/   10] | d_loss: 0.1480 | g_loss: 0.7991
Epoch [    5/   10] | d_loss: 0.1837 | g_loss: 0.9599
Epoch [    5/   10] | d_loss: 0.2290 | g_loss: 1.0922
Epoch [    5/   10] | d_loss: 0.1082 | g_loss: 0.7609
Epoch [    5/   10] | d_loss: 0.0774 | g_loss: 0.8556
Epoch [    5/   10] | d_loss: 0.1037 | g_loss: 0.9816
Epoch [    5/   10] | d_loss: 0.1355 | g_loss: 0.8761
Epoch [    5/   10] | d_loss: 0.1011 | g_loss: 0.8243
Epoch [    5/   10] | d_loss: 0.0944 | g_loss: 0.9740
Epoch [    5/   10] | d_loss: 0.1199 | g_loss: 0.8535
Epoch [    5/   10] | d_loss: 0.1863 | g_loss: 0.8047
Epoch [    5/   10] | d_loss: 0.2160 | g_loss: 0.8311
Epoch [    5/   10] | d_loss: 1.1174 | g_loss: 1.6243
Epoch [    5/   10] | d_loss: 0.6743 | g_loss: 1.5652
Epoch [    5/   10] | d_loss: 0.7708 | g_loss: 1.2079
Epoch [    5/   10] | d_loss: 0.2143 | g_loss: 0.9052
Epoch [    5/   10] | d_loss: 0.3525 | g_loss: 1.0419
Epoch [    5/   10] | d_loss: 0.5759 | g_loss: 1.3854
Epoch [    5/   10] | d_loss: 3.1443 | g_loss: 5.9480
Epoch [    5/   10] | d_loss: 0.6775 | g_loss: 0.8815
Epoch [    5/   10] | d_loss: 2.8158 | g_loss: 3.1118
Epoch [    5/   10] | d_loss: 0.6209 | g_loss: 1.0262
Epoch [    5/   10] | d_loss: 0.2688 | g_loss: 0.5566
Epoch [    5/   10] | d_loss: 0.9762 | g_loss: 1.2943
Epoch [    5/   10] | d_loss: 0.2220 | g_loss: 0.8471
Epoch [    5/   10] | d_loss: 0.6008 | g_loss: 1.0178
Epoch [    5/   10] | d_loss: 0.6146 | g_loss: 0.6833
Epoch [    5/   10] | d_loss: 0.2797 | g_loss: 0.6666
Epoch [    5/   10] | d_loss: 0.2962 | g_loss: 0.9017
Epoch [    5/   10] | d_loss: 0.1988 | g_loss: 0.7812
Epoch [    5/   10] | d_loss: 0.5386 | g_loss: 0.8663
Epoch [    5/   10] | d_loss: 0.3567 | g_loss: 0.5464
Epoch [    5/   10] | d_loss: 0.4070 | g_loss: 0.7975
Epoch [    5/   10] | d_loss: 5.1890 | g_loss: 2.8310
Epoch [    5/   10] | d_loss: 0.3456 | g_loss: 1.4064
Epoch [    5/   10] | d_loss: 0.3321 | g_loss: 0.8038
Epoch [    5/   10] | d_loss: 0.2799 | g_loss: 0.8846
Epoch [    6/   10] | d_loss: 0.2965 | g_loss: 0.5918
Epoch [    6/   10] | d_loss: 0.2618 | g_loss: 0.5816
Epoch [    6/   10] | d_loss: 0.4596 | g_loss: 0.6225
Epoch [    6/   10] | d_loss: 0.3190 | g_loss: 0.8458
Epoch [    6/   10] | d_loss: 0.3144 | g_loss: 0.9320
Epoch [    6/   10] | d_loss: 0.2475 | g_loss: 0.6557
Epoch [    6/   10] | d_loss: 0.2759 | g_loss: 0.5000
Epoch [    6/   10] | d_loss: 0.3710 | g_loss: 0.6782
Epoch [    6/   10] | d_loss: 0.2197 | g_loss: 0.7241
Epoch [    6/   10] | d_loss: 0.2736 | g_loss: 0.5743
Epoch [    6/   10] | d_loss: 0.1705 | g_loss: 0.4743
Epoch [    6/   10] | d_loss: 0.3236 | g_loss: 0.6599
Epoch [    6/   10] | d_loss: 0.3228 | g_loss: 0.5501
Epoch [    6/   10] | d_loss: 0.2871 | g_loss: 0.7980
Epoch [    6/   10] | d_loss: 0.1471 | g_loss: 0.7068
Epoch [    6/   10] | d_loss: 0.2393 | g_loss: 0.4585
Epoch [    6/   10] | d_loss: 0.7467 | g_loss: 1.5354
Epoch [    6/   10] | d_loss: 0.2705 | g_loss: 0.7684
Epoch [    6/   10] | d_loss: 0.3390 | g_loss: 0.4978
Epoch [    6/   10] | d_loss: 0.3726 | g_loss: 0.5094
Epoch [    6/   10] | d_loss: 0.4126 | g_loss: 0.6728
Epoch [    6/   10] | d_loss: 0.1471 | g_loss: 0.8015
Epoch [    6/   10] | d_loss: 0.2390 | g_loss: 0.6879
Epoch [    6/   10] | d_loss: 0.4968 | g_loss: 1.1230
Epoch [    6/   10] | d_loss: 0.3164 | g_loss: 0.2832
Epoch [    6/   10] | d_loss: 0.2884 | g_loss: 0.4735
Epoch [    6/   10] | d_loss: 0.3027 | g_loss: 0.3746
Epoch [    6/   10] | d_loss: 0.3062 | g_loss: 0.2660
Epoch [    6/   10] | d_loss: 0.4643 | g_loss: 0.2837
Epoch [    6/   10] | d_loss: 0.3197 | g_loss: 0.1453
Epoch [    6/   10] | d_loss: 0.3450 | g_loss: 0.4223
Epoch [    6/   10] | d_loss: 0.2898 | g_loss: 0.7202
Epoch [    6/   10] | d_loss: 0.3279 | g_loss: 0.4793
Epoch [    6/   10] | d_loss: 0.4046 | g_loss: 0.1839
Epoch [    6/   10] | d_loss: 0.3650 | g_loss: 0.4478
Epoch [    6/   10] | d_loss: 0.3530 | g_loss: 0.5716
Epoch [    6/   10] | d_loss: 0.4121 | g_loss: 0.5729
Epoch [    6/   10] | d_loss: 0.1477 | g_loss: 0.3585
Epoch [    6/   10] | d_loss: 0.4149 | g_loss: 0.4440
Epoch [    6/   10] | d_loss: 0.4363 | g_loss: 0.2905
Epoch [    6/   10] | d_loss: 0.5755 | g_loss: 0.1577
Epoch [    6/   10] | d_loss: 0.4555 | g_loss: 0.7598
Epoch [    6/   10] | d_loss: 0.4498 | g_loss: 0.7420
Epoch [    6/   10] | d_loss: 0.5072 | g_loss: 0.6905
Epoch [    6/   10] | d_loss: 0.6054 | g_loss: 0.5117
Epoch [    6/   10] | d_loss: 0.3645 | g_loss: 0.2637
Epoch [    6/   10] | d_loss: 0.2837 | g_loss: 0.4959
Epoch [    6/   10] | d_loss: 0.4644 | g_loss: 0.2102
Epoch [    6/   10] | d_loss: 0.3691 | g_loss: 0.4921
Epoch [    6/   10] | d_loss: 0.3778 | g_loss: 0.8076
Epoch [    6/   10] | d_loss: 0.3397 | g_loss: 0.5726
Epoch [    6/   10] | d_loss: 0.4405 | g_loss: 0.4384
Epoch [    6/   10] | d_loss: 0.9587 | g_loss: 1.7387
Epoch [    6/   10] | d_loss: 0.5092 | g_loss: 0.4594
Epoch [    6/   10] | d_loss: 0.3704 | g_loss: 0.2423
Epoch [    6/   10] | d_loss: 1.0049 | g_loss: 1.4095
Epoch [    6/   10] | d_loss: 0.3498 | g_loss: 0.5747
Epoch [    6/   10] | d_loss: 1.4144 | g_loss: 0.3549
Epoch [    6/   10] | d_loss: 0.4351 | g_loss: 0.7330
Epoch [    6/   10] | d_loss: 0.3130 | g_loss: 0.6481
Epoch [    6/   10] | d_loss: 0.3583 | g_loss: 0.4991
Epoch [    6/   10] | d_loss: 0.4327 | g_loss: 0.5008
Epoch [    6/   10] | d_loss: 61.5266 | g_loss: 11.8189
Epoch [    6/   10] | d_loss: 0.7699 | g_loss: 0.9574
Epoch [    6/   10] | d_loss: 0.2314 | g_loss: 1.2626
Epoch [    6/   10] | d_loss: 0.0822 | g_loss: 1.0534
Epoch [    6/   10] | d_loss: 0.1188 | g_loss: 0.8927
Epoch [    6/   10] | d_loss: 0.1409 | g_loss: 0.7263
Epoch [    6/   10] | d_loss: 0.0838 | g_loss: 1.0050
Epoch [    6/   10] | d_loss: 0.0547 | g_loss: 1.0813
Epoch [    6/   10] | d_loss: 0.0585 | g_loss: 0.9739
Epoch [    6/   10] | d_loss: 0.1138 | g_loss: 0.9437
Epoch [    6/   10] | d_loss: 0.0682 | g_loss: 0.9191
Epoch [    6/   10] | d_loss: 0.0787 | g_loss: 1.2361
Epoch [    6/   10] | d_loss: 0.0958 | g_loss: 1.1205
Epoch [    6/   10] | d_loss: 0.0873 | g_loss: 1.0265
Epoch [    6/   10] | d_loss: 0.2039 | g_loss: 0.9950
Epoch [    6/   10] | d_loss: 0.1593 | g_loss: 0.8645
Epoch [    6/   10] | d_loss: 0.2208 | g_loss: 0.8698
Epoch [    6/   10] | d_loss: 0.1406 | g_loss: 0.9422
Epoch [    6/   10] | d_loss: 0.1823 | g_loss: 0.5911
Epoch [    6/   10] | d_loss: 0.1644 | g_loss: 0.6053
Epoch [    6/   10] | d_loss: 0.1740 | g_loss: 0.6206
Epoch [    6/   10] | d_loss: 0.2856 | g_loss: 1.0993
Epoch [    6/   10] | d_loss: 0.1254 | g_loss: 0.9893
Epoch [    6/   10] | d_loss: 0.1457 | g_loss: 0.5787
Epoch [    6/   10] | d_loss: 0.1473 | g_loss: 0.6936
Epoch [    6/   10] | d_loss: 0.4242 | g_loss: 1.3027
Epoch [    6/   10] | d_loss: 0.1248 | g_loss: 0.4689
Epoch [    6/   10] | d_loss: 0.1932 | g_loss: 0.5895
Epoch [    7/   10] | d_loss: 0.1273 | g_loss: 0.7444
Epoch [    7/   10] | d_loss: 0.1463 | g_loss: 0.5150
Epoch [    7/   10] | d_loss: 0.1833 | g_loss: 0.5439
Epoch [    7/   10] | d_loss: 0.5625 | g_loss: 0.3165
Epoch [    7/   10] | d_loss: 0.2442 | g_loss: 0.8957
Epoch [    7/   10] | d_loss: 0.2566 | g_loss: 0.3748
Epoch [    7/   10] | d_loss: 0.7271 | g_loss: 1.5229
Epoch [    7/   10] | d_loss: 0.3561 | g_loss: 1.0938
Epoch [    7/   10] | d_loss: 0.2337 | g_loss: 0.5212
Epoch [    7/   10] | d_loss: 0.2516 | g_loss: 0.8974
Epoch [    7/   10] | d_loss: 0.3385 | g_loss: 0.3768
Epoch [    7/   10] | d_loss: 0.5909 | g_loss: 1.4018
Epoch [    7/   10] | d_loss: 0.3055 | g_loss: 0.8183
Epoch [    7/   10] | d_loss: 0.7752 | g_loss: 0.1401
Epoch [    7/   10] | d_loss: 0.7928 | g_loss: 0.1170
Epoch [    7/   10] | d_loss: 0.3023 | g_loss: 0.4366
Epoch [    7/   10] | d_loss: 0.1629 | g_loss: 0.5657
Epoch [    7/   10] | d_loss: 0.4439 | g_loss: 0.2948
Epoch [    7/   10] | d_loss: 0.2624 | g_loss: 0.7339
Epoch [    7/   10] | d_loss: 0.3333 | g_loss: 0.1939
Epoch [    7/   10] | d_loss: 0.4878 | g_loss: 1.3338
Epoch [    7/   10] | d_loss: 0.3469 | g_loss: 0.3213
Epoch [    7/   10] | d_loss: 0.2966 | g_loss: 0.3753
Epoch [    7/   10] | d_loss: 0.1374 | g_loss: 0.3220
Epoch [    7/   10] | d_loss: 0.3958 | g_loss: 1.1525
Epoch [    7/   10] | d_loss: 0.6537 | g_loss: 1.2824
Epoch [    7/   10] | d_loss: 0.2726 | g_loss: 0.7109
Epoch [    7/   10] | d_loss: 0.3901 | g_loss: 1.1928
Epoch [    7/   10] | d_loss: 0.2713 | g_loss: 1.0701
Epoch [    7/   10] | d_loss: 0.3301 | g_loss: 0.2743
Epoch [    7/   10] | d_loss: 0.2139 | g_loss: 0.6442
Epoch [    7/   10] | d_loss: 0.2837 | g_loss: 0.6136
Epoch [    7/   10] | d_loss: 0.3210 | g_loss: 0.2689
Epoch [    7/   10] | d_loss: 0.2683 | g_loss: 0.4801
Epoch [    7/   10] | d_loss: 0.2655 | g_loss: 1.1287
Epoch [    7/   10] | d_loss: 0.3669 | g_loss: 1.6188
Epoch [    7/   10] | d_loss: 0.3663 | g_loss: 0.3251
Epoch [    7/   10] | d_loss: 0.2501 | g_loss: 0.4711
Epoch [    7/   10] | d_loss: 0.5952 | g_loss: 0.2466
Epoch [    7/   10] | d_loss: 0.2693 | g_loss: 0.2309
Epoch [    7/   10] | d_loss: 0.3444 | g_loss: 0.2463
Epoch [    7/   10] | d_loss: 0.4306 | g_loss: 0.8669
Epoch [    7/   10] | d_loss: 0.9269 | g_loss: 1.4981
Epoch [    7/   10] | d_loss: 0.2651 | g_loss: 1.0623
Epoch [    7/   10] | d_loss: 0.3675 | g_loss: 0.9124
Epoch [    7/   10] | d_loss: 0.4704 | g_loss: 1.2553
Epoch [    7/   10] | d_loss: 1.9111 | g_loss: 2.6931
Epoch [    7/   10] | d_loss: 0.2034 | g_loss: 0.4214
Epoch [    7/   10] | d_loss: 0.3637 | g_loss: 0.8002
Epoch [    7/   10] | d_loss: 0.3688 | g_loss: 0.2723
Epoch [    7/   10] | d_loss: 0.3871 | g_loss: 0.5814
Epoch [    7/   10] | d_loss: 0.6394 | g_loss: 0.1735
Epoch [    7/   10] | d_loss: 0.2298 | g_loss: 0.7708
Epoch [    7/   10] | d_loss: 0.2993 | g_loss: 0.9637
Epoch [    7/   10] | d_loss: 0.3038 | g_loss: 0.5113
Epoch [    7/   10] | d_loss: 0.6627 | g_loss: 0.0899
Epoch [    7/   10] | d_loss: 0.4252 | g_loss: 1.3062
Epoch [    7/   10] | d_loss: 1.0480 | g_loss: 0.0462
Epoch [    7/   10] | d_loss: 0.5378 | g_loss: 0.8971
Epoch [    7/   10] | d_loss: 0.3690 | g_loss: 1.3987
Epoch [    7/   10] | d_loss: 0.1238 | g_loss: 0.9734
Epoch [    7/   10] | d_loss: 0.4489 | g_loss: 0.3925
Epoch [    7/   10] | d_loss: 0.2764 | g_loss: 0.3842
Epoch [    7/   10] | d_loss: 0.2407 | g_loss: 0.4793
Epoch [    7/   10] | d_loss: 0.4671 | g_loss: 1.1510
Epoch [    7/   10] | d_loss: 0.2037 | g_loss: 0.6354
Epoch [    7/   10] | d_loss: 0.1881 | g_loss: 0.6336
Epoch [    7/   10] | d_loss: 0.4011 | g_loss: 0.7488
Epoch [    7/   10] | d_loss: 0.6052 | g_loss: 1.5040
Epoch [    7/   10] | d_loss: 0.3916 | g_loss: 0.4845
Epoch [    7/   10] | d_loss: 0.2218 | g_loss: 0.5151
Epoch [    7/   10] | d_loss: 0.2611 | g_loss: 0.6200
Epoch [    7/   10] | d_loss: 0.2212 | g_loss: 0.8436
Epoch [    7/   10] | d_loss: 0.2013 | g_loss: 0.9819
Epoch [    7/   10] | d_loss: 0.8926 | g_loss: 2.3366
Epoch [    7/   10] | d_loss: 0.3071 | g_loss: 0.4292
Epoch [    7/   10] | d_loss: 0.1516 | g_loss: 0.3676
Epoch [    7/   10] | d_loss: 0.4118 | g_loss: 0.2559
Epoch [    7/   10] | d_loss: 0.2371 | g_loss: 0.6218
Epoch [    7/   10] | d_loss: 0.6273 | g_loss: 0.1631
Epoch [    7/   10] | d_loss: 5.9589 | g_loss: 9.1585
Epoch [    7/   10] | d_loss: 0.1080 | g_loss: 1.2503
Epoch [    7/   10] | d_loss: 0.0724 | g_loss: 0.8625
Epoch [    7/   10] | d_loss: 0.0957 | g_loss: 0.8459
Epoch [    7/   10] | d_loss: 0.1426 | g_loss: 1.1156
Epoch [    7/   10] | d_loss: 0.0497 | g_loss: 0.8660
Epoch [    7/   10] | d_loss: 0.0602 | g_loss: 1.0490
Epoch [    7/   10] | d_loss: 0.0836 | g_loss: 0.9589
Epoch [    7/   10] | d_loss: 0.1167 | g_loss: 1.0980
Epoch [    7/   10] | d_loss: 0.1434 | g_loss: 0.9130
Epoch [    8/   10] | d_loss: 0.2775 | g_loss: 1.1011
Epoch [    8/   10] | d_loss: 0.1452 | g_loss: 1.4901
Epoch [    8/   10] | d_loss: 0.0790 | g_loss: 0.9891
Epoch [    8/   10] | d_loss: 0.1511 | g_loss: 0.6942
Epoch [    8/   10] | d_loss: 0.1871 | g_loss: 0.7640
Epoch [    8/   10] | d_loss: 0.2492 | g_loss: 0.8182
Epoch [    8/   10] | d_loss: 0.1251 | g_loss: 0.7066
Epoch [    8/   10] | d_loss: 0.2351 | g_loss: 1.0240
Epoch [    8/   10] | d_loss: 0.1389 | g_loss: 0.8476
Epoch [    8/   10] | d_loss: 0.1868 | g_loss: 0.7645
Epoch [    8/   10] | d_loss: 0.1266 | g_loss: 0.5850
Epoch [    8/   10] | d_loss: 0.2032 | g_loss: 0.7762
Epoch [    8/   10] | d_loss: 0.2449 | g_loss: 0.3310
Epoch [    8/   10] | d_loss: 0.3159 | g_loss: 0.3439
Epoch [    8/   10] | d_loss: 0.1944 | g_loss: 0.7382
Epoch [    8/   10] | d_loss: 0.1261 | g_loss: 0.6463
Epoch [    8/   10] | d_loss: 0.1550 | g_loss: 0.7104
Epoch [    8/   10] | d_loss: 0.1955 | g_loss: 0.7259
Epoch [    8/   10] | d_loss: 0.1905 | g_loss: 0.5646
Epoch [    8/   10] | d_loss: 0.3369 | g_loss: 0.4518
Epoch [    8/   10] | d_loss: 0.2700 | g_loss: 0.6592
Epoch [    8/   10] | d_loss: 0.3275 | g_loss: 1.2340
Epoch [    8/   10] | d_loss: 0.3528 | g_loss: 0.1717
Epoch [    8/   10] | d_loss: 0.1762 | g_loss: 0.8228
Epoch [    8/   10] | d_loss: 0.1976 | g_loss: 0.3812
Epoch [    8/   10] | d_loss: 0.6020 | g_loss: 1.2426
Epoch [    8/   10] | d_loss: 0.2178 | g_loss: 0.8292
Epoch [    8/   10] | d_loss: 0.3132 | g_loss: 0.7957
Epoch [    8/   10] | d_loss: 0.2671 | g_loss: 0.4492
Epoch [    8/   10] | d_loss: 1.2400 | g_loss: 0.0722
Epoch [    8/   10] | d_loss: 0.3489 | g_loss: 0.3364
Epoch [    8/   10] | d_loss: 0.2422 | g_loss: 0.4882
Epoch [    8/   10] | d_loss: 0.2206 | g_loss: 1.1079
Epoch [    8/   10] | d_loss: 0.1568 | g_loss: 0.6444
Epoch [    8/   10] | d_loss: 0.2547 | g_loss: 0.4638
Epoch [    8/   10] | d_loss: 0.1619 | g_loss: 0.4704
Epoch [    8/   10] | d_loss: 0.5741 | g_loss: 0.2258
Epoch [    8/   10] | d_loss: 0.2095 | g_loss: 0.6263
Epoch [    8/   10] | d_loss: 0.5223 | g_loss: 0.1680
Epoch [    8/   10] | d_loss: 0.5005 | g_loss: 0.2244
Epoch [    8/   10] | d_loss: 0.3317 | g_loss: 0.6779
Epoch [    8/   10] | d_loss: 0.4414 | g_loss: 1.1268
Epoch [    8/   10] | d_loss: 0.3061 | g_loss: 0.6425
Epoch [    8/   10] | d_loss: 0.2875 | g_loss: 1.0254
Epoch [    8/   10] | d_loss: 0.5072 | g_loss: 1.6406
Epoch [    8/   10] | d_loss: 0.1871 | g_loss: 0.6356
Epoch [    8/   10] | d_loss: 0.2143 | g_loss: 0.7155
Epoch [    8/   10] | d_loss: 0.2345 | g_loss: 0.7318
Epoch [    8/   10] | d_loss: 0.5015 | g_loss: 1.2410
Epoch [    8/   10] | d_loss: 0.2070 | g_loss: 0.3926
Epoch [    8/   10] | d_loss: 0.4658 | g_loss: 0.9445
Epoch [    8/   10] | d_loss: 0.5584 | g_loss: 0.3343
Epoch [    8/   10] | d_loss: 0.2601 | g_loss: 1.0071
Epoch [    8/   10] | d_loss: 0.2750 | g_loss: 0.7914
Epoch [    8/   10] | d_loss: 0.1598 | g_loss: 0.8680
Epoch [    8/   10] | d_loss: 0.1394 | g_loss: 0.6147
Epoch [    8/   10] | d_loss: 0.2132 | g_loss: 0.8877
Epoch [    8/   10] | d_loss: 0.1469 | g_loss: 0.6988
Epoch [    8/   10] | d_loss: 0.4311 | g_loss: 0.2688
Epoch [    8/   10] | d_loss: 0.1919 | g_loss: 0.5639
Epoch [    8/   10] | d_loss: 0.5427 | g_loss: 0.2009
Epoch [    8/   10] | d_loss: 0.3237 | g_loss: 1.0895
Epoch [    8/   10] | d_loss: 0.3420 | g_loss: 1.0004
Epoch [    8/   10] | d_loss: 0.6838 | g_loss: 0.1827
Epoch [    8/   10] | d_loss: 0.3383 | g_loss: 0.3415
Epoch [    8/   10] | d_loss: 0.2936 | g_loss: 0.4788
Epoch [    8/   10] | d_loss: 0.4435 | g_loss: 1.1453
Epoch [    8/   10] | d_loss: 0.2966 | g_loss: 0.4303
Epoch [    8/   10] | d_loss: 0.3495 | g_loss: 0.6632
Epoch [    8/   10] | d_loss: 0.7340 | g_loss: 1.4282
Epoch [    8/   10] | d_loss: 0.5545 | g_loss: 0.1649
Epoch [    8/   10] | d_loss: 0.2491 | g_loss: 0.6820
Epoch [    8/   10] | d_loss: 0.4009 | g_loss: 0.4919
Epoch [    8/   10] | d_loss: 0.2676 | g_loss: 0.5604
Epoch [    8/   10] | d_loss: 0.3151 | g_loss: 0.6177
Epoch [    8/   10] | d_loss: 0.1560 | g_loss: 0.7717
Epoch [    8/   10] | d_loss: 0.3525 | g_loss: 0.7172
Epoch [    8/   10] | d_loss: 0.3917 | g_loss: 0.3970
Epoch [    8/   10] | d_loss: 0.2262 | g_loss: 0.9731
Epoch [    8/   10] | d_loss: 0.2891 | g_loss: 0.7250
Epoch [    8/   10] | d_loss: 0.5463 | g_loss: 0.1692
Epoch [    8/   10] | d_loss: 0.0936 | g_loss: 0.8170
Epoch [    8/   10] | d_loss: 0.5993 | g_loss: 0.2000
Epoch [    8/   10] | d_loss: 0.2556 | g_loss: 0.6800
Epoch [    8/   10] | d_loss: 0.5936 | g_loss: 1.3254
Epoch [    8/   10] | d_loss: 0.7387 | g_loss: 0.1204
Epoch [    8/   10] | d_loss: 0.2217 | g_loss: 0.6980
Epoch [    8/   10] | d_loss: 0.3950 | g_loss: 0.9949
Epoch [    8/   10] | d_loss: 0.5035 | g_loss: 1.0756
Epoch [    8/   10] | d_loss: 0.2747 | g_loss: 0.4020
Epoch [    9/   10] | d_loss: 0.1958 | g_loss: 0.6679
Epoch [    9/   10] | d_loss: 0.5372 | g_loss: 0.2966
Epoch [    9/   10] | d_loss: 0.2921 | g_loss: 0.7270
Epoch [    9/   10] | d_loss: 0.2501 | g_loss: 0.7029
Epoch [    9/   10] | d_loss: 1.1736 | g_loss: 2.0138
Epoch [    9/   10] | d_loss: 0.2888 | g_loss: 0.5791
Epoch [    9/   10] | d_loss: 0.2391 | g_loss: 0.4749
Epoch [    9/   10] | d_loss: 0.2762 | g_loss: 0.4263
Epoch [    9/   10] | d_loss: 0.2976 | g_loss: 0.9642
Epoch [    9/   10] | d_loss: 0.3983 | g_loss: 0.4425
Epoch [    9/   10] | d_loss: 0.2304 | g_loss: 0.9533
Epoch [    9/   10] | d_loss: 0.3416 | g_loss: 0.9238
Epoch [    9/   10] | d_loss: 0.3210 | g_loss: 0.3982
Epoch [    9/   10] | d_loss: 0.3310 | g_loss: 0.4943
Epoch [    9/   10] | d_loss: 0.3324 | g_loss: 0.3572
Epoch [    9/   10] | d_loss: 0.1612 | g_loss: 0.7752
Epoch [    9/   10] | d_loss: 0.2022 | g_loss: 0.9218
Epoch [    9/   10] | d_loss: 0.4498 | g_loss: 0.2799
Epoch [    9/   10] | d_loss: 0.4115 | g_loss: 0.7978
Epoch [    9/   10] | d_loss: 0.3275 | g_loss: 0.4054
Epoch [    9/   10] | d_loss: 0.1977 | g_loss: 0.5809
Epoch [    9/   10] | d_loss: 0.1852 | g_loss: 0.7368
Epoch [    9/   10] | d_loss: 0.2308 | g_loss: 0.7285
Epoch [    9/   10] | d_loss: 0.8709 | g_loss: 0.0814
Epoch [    9/   10] | d_loss: 0.4089 | g_loss: 0.2335
Epoch [    9/   10] | d_loss: 0.2149 | g_loss: 0.2998
Epoch [    9/   10] | d_loss: 0.2917 | g_loss: 0.4100
Epoch [    9/   10] | d_loss: 40.0731 | g_loss: 80.8353
Epoch [    9/   10] | d_loss: 0.7022 | g_loss: 0.8804
Epoch [    9/   10] | d_loss: 0.3718 | g_loss: 0.7338
Epoch [    9/   10] | d_loss: 0.4100 | g_loss: 0.5953
Epoch [    9/   10] | d_loss: 0.3034 | g_loss: 0.5922
Epoch [    9/   10] | d_loss: 0.5629 | g_loss: 0.3133
Epoch [    9/   10] | d_loss: 0.4018 | g_loss: 0.5568
Epoch [    9/   10] | d_loss: 0.3480 | g_loss: 0.5698
Epoch [    9/   10] | d_loss: 0.4142 | g_loss: 0.5162
Epoch [    9/   10] | d_loss: 0.4544 | g_loss: 0.3790
Epoch [    9/   10] | d_loss: 0.3062 | g_loss: 0.4489
Epoch [    9/   10] | d_loss: 0.3864 | g_loss: 0.6246
Epoch [    9/   10] | d_loss: 0.4085 | g_loss: 0.4589
Epoch [    9/   10] | d_loss: 0.2931 | g_loss: 0.5540
Epoch [    9/   10] | d_loss: 0.3451 | g_loss: 0.4112
Epoch [    9/   10] | d_loss: 0.4587 | g_loss: 0.4328
Epoch [    9/   10] | d_loss: 0.4613 | g_loss: 0.4914
Epoch [    9/   10] | d_loss: 0.3145 | g_loss: 0.5406
Epoch [    9/   10] | d_loss: 0.5726 | g_loss: 0.3029
Epoch [    9/   10] | d_loss: 0.4679 | g_loss: 0.4110
Epoch [    9/   10] | d_loss: 0.6265 | g_loss: 0.5082
Epoch [    9/   10] | d_loss: 0.6065 | g_loss: 0.4140
Epoch [    9/   10] | d_loss: 0.5228 | g_loss: 0.4248
Epoch [    9/   10] | d_loss: 0.6207 | g_loss: 0.3447
Epoch [    9/   10] | d_loss: 0.5300 | g_loss: 0.2422
Epoch [    9/   10] | d_loss: 0.5142 | g_loss: 0.4403
Epoch [    9/   10] | d_loss: 0.3053 | g_loss: 0.4628
Epoch [    9/   10] | d_loss: 0.5832 | g_loss: 0.4009
Epoch [    9/   10] | d_loss: 0.4630 | g_loss: 0.5257
Epoch [    9/   10] | d_loss: 0.3354 | g_loss: 0.4724
Epoch [    9/   10] | d_loss: 0.6404 | g_loss: 0.2328
Epoch [    9/   10] | d_loss: 0.5556 | g_loss: 0.5059
Epoch [    9/   10] | d_loss: 0.4634 | g_loss: 0.3359
Epoch [    9/   10] | d_loss: 0.5931 | g_loss: 0.4135
Epoch [    9/   10] | d_loss: 0.4095 | g_loss: 0.4880
Epoch [    9/   10] | d_loss: 0.4350 | g_loss: 0.4087
Epoch [    9/   10] | d_loss: 0.3483 | g_loss: 0.4220
Epoch [    9/   10] | d_loss: 0.5414 | g_loss: 0.5446
Epoch [    9/   10] | d_loss: 0.4645 | g_loss: 0.5035
Epoch [    9/   10] | d_loss: 0.4315 | g_loss: 0.5164
Epoch [    9/   10] | d_loss: 0.5826 | g_loss: 0.4710
Epoch [    9/   10] | d_loss: 0.4366 | g_loss: 0.3880
Epoch [    9/   10] | d_loss: 0.5652 | g_loss: 0.4095
Epoch [    9/   10] | d_loss: 0.3546 | g_loss: 0.3902
Epoch [    9/   10] | d_loss: 0.3841 | g_loss: 0.4855
Epoch [    9/   10] | d_loss: 0.3909 | g_loss: 0.3647
Epoch [    9/   10] | d_loss: 0.3292 | g_loss: 0.6339
Epoch [    9/   10] | d_loss: 0.4044 | g_loss: 0.5751
Epoch [    9/   10] | d_loss: 0.3931 | g_loss: 0.3700
Epoch [    9/   10] | d_loss: 0.2737 | g_loss: 0.3994
Epoch [    9/   10] | d_loss: 0.2767 | g_loss: 0.5244
Epoch [    9/   10] | d_loss: 0.4139 | g_loss: 0.7191
Epoch [    9/   10] | d_loss: 0.4470 | g_loss: 0.3076
Epoch [    9/   10] | d_loss: 0.3297 | g_loss: 0.4451
Epoch [    9/   10] | d_loss: 0.3112 | g_loss: 0.7173
Epoch [    9/   10] | d_loss: 0.2352 | g_loss: 0.6210
Epoch [    9/   10] | d_loss: 0.3175 | g_loss: 0.1837
Epoch [    9/   10] | d_loss: 0.2218 | g_loss: 0.4966
Epoch [    9/   10] | d_loss: 0.2785 | g_loss: 0.3334
Epoch [    9/   10] | d_loss: 0.3925 | g_loss: 0.8067
Epoch [    9/   10] | d_loss: 0.4395 | g_loss: 0.2233
Epoch [    9/   10] | d_loss: 0.3611 | g_loss: 0.3450
Epoch [    9/   10] | d_loss: 0.2227 | g_loss: 0.4466
Epoch [   10/   10] | d_loss: 0.3467 | g_loss: 0.4983
Epoch [   10/   10] | d_loss: 0.4930 | g_loss: 0.2174
Epoch [   10/   10] | d_loss: 0.3824 | g_loss: 0.3596
Epoch [   10/   10] | d_loss: 0.4006 | g_loss: 0.4408
Epoch [   10/   10] | d_loss: 0.4744 | g_loss: 0.5462
Epoch [   10/   10] | d_loss: 0.3179 | g_loss: 0.3779
Epoch [   10/   10] | d_loss: 0.3562 | g_loss: 0.5059
Epoch [   10/   10] | d_loss: 0.3576 | g_loss: 0.4620
Epoch [   10/   10] | d_loss: 0.3862 | g_loss: 0.3544
Epoch [   10/   10] | d_loss: 0.6551 | g_loss: 0.8627
Epoch [   10/   10] | d_loss: 0.4427 | g_loss: 0.2737
Epoch [   10/   10] | d_loss: 0.5077 | g_loss: 0.4268
Epoch [   10/   10] | d_loss: 0.2831 | g_loss: 0.3359
Epoch [   10/   10] | d_loss: 0.3915 | g_loss: 0.6868
Epoch [   10/   10] | d_loss: 0.4145 | g_loss: 0.5172
Epoch [   10/   10] | d_loss: 0.3198 | g_loss: 0.4069
Epoch [   10/   10] | d_loss: 0.4139 | g_loss: 0.2862
Epoch [   10/   10] | d_loss: 0.5534 | g_loss: 0.6059
Epoch [   10/   10] | d_loss: 0.1905 | g_loss: 0.4629
Epoch [   10/   10] | d_loss: 0.3642 | g_loss: 0.4310
Epoch [   10/   10] | d_loss: 0.6113 | g_loss: 0.4263
Epoch [   10/   10] | d_loss: 0.4030 | g_loss: 0.3199
Epoch [   10/   10] | d_loss: 0.3806 | g_loss: 0.2492
Epoch [   10/   10] | d_loss: 0.3207 | g_loss: 0.6792
Epoch [   10/   10] | d_loss: 0.3143 | g_loss: 0.9163
Epoch [   10/   10] | d_loss: 0.3881 | g_loss: 0.8450
Epoch [   10/   10] | d_loss: 0.2681 | g_loss: 1.0693
Epoch [   10/   10] | d_loss: 0.6413 | g_loss: 0.1501
Epoch [   10/   10] | d_loss: 0.3519 | g_loss: 0.5943
Epoch [   10/   10] | d_loss: 0.3528 | g_loss: 0.4328
Epoch [   10/   10] | d_loss: 0.3604 | g_loss: 0.5586
Epoch [   10/   10] | d_loss: 0.3900 | g_loss: 0.2082
Epoch [   10/   10] | d_loss: 0.4122 | g_loss: 0.6543
Epoch [   10/   10] | d_loss: 0.3056 | g_loss: 0.8155
Epoch [   10/   10] | d_loss: 0.3666 | g_loss: 0.6342
Epoch [   10/   10] | d_loss: 0.3853 | g_loss: 0.3310
Epoch [   10/   10] | d_loss: 0.3262 | g_loss: 0.2925
Epoch [   10/   10] | d_loss: 0.5217 | g_loss: 0.0890
Epoch [   10/   10] | d_loss: 0.4611 | g_loss: 0.2852
Epoch [   10/   10] | d_loss: 0.3840 | g_loss: 0.4286
Epoch [   10/   10] | d_loss: 0.5292 | g_loss: 0.9801
Epoch [   10/   10] | d_loss: 0.4998 | g_loss: 0.4394
Epoch [   10/   10] | d_loss: 0.3168 | g_loss: 0.4477
Epoch [   10/   10] | d_loss: 0.2821 | g_loss: 0.3726
Epoch [   10/   10] | d_loss: 0.4742 | g_loss: 1.1589
Epoch [   10/   10] | d_loss: 0.2907 | g_loss: 0.4185
Epoch [   10/   10] | d_loss: 0.3739 | g_loss: 0.2422
Epoch [   10/   10] | d_loss: 0.3974 | g_loss: 0.6181
Epoch [   10/   10] | d_loss: 0.3493 | g_loss: 0.5461
Epoch [   10/   10] | d_loss: 0.3566 | g_loss: 0.2611
Epoch [   10/   10] | d_loss: 0.2763 | g_loss: 0.7132
Epoch [   10/   10] | d_loss: 0.5757 | g_loss: 1.1092
Epoch [   10/   10] | d_loss: 0.3390 | g_loss: 0.4091
Epoch [   10/   10] | d_loss: 0.4458 | g_loss: 0.7232
Epoch [   10/   10] | d_loss: 0.3831 | g_loss: 1.2009
Epoch [   10/   10] | d_loss: 0.7714 | g_loss: 0.1425
Epoch [   10/   10] | d_loss: 0.3174 | g_loss: 0.5241
Epoch [   10/   10] | d_loss: 0.4861 | g_loss: 0.3730
Epoch [   10/   10] | d_loss: 0.4436 | g_loss: 0.6527
Epoch [   10/   10] | d_loss: 0.5938 | g_loss: 0.1622
Epoch [   10/   10] | d_loss: 0.5441 | g_loss: 0.2108
Epoch [   10/   10] | d_loss: 0.3194 | g_loss: 0.3863
Epoch [   10/   10] | d_loss: 0.4060 | g_loss: 0.4569
Epoch [   10/   10] | d_loss: 0.2894 | g_loss: 0.4783
Epoch [   10/   10] | d_loss: 0.4845 | g_loss: 0.6371
Epoch [   10/   10] | d_loss: 0.3905 | g_loss: 0.4909
Epoch [   10/   10] | d_loss: 0.4249 | g_loss: 0.7128
Epoch [   10/   10] | d_loss: 0.4201 | g_loss: 0.8339
Epoch [   10/   10] | d_loss: 0.3425 | g_loss: 0.4450
Epoch [   10/   10] | d_loss: 0.3035 | g_loss: 0.5728
Epoch [   10/   10] | d_loss: 0.3296 | g_loss: 0.4710
Epoch [   10/   10] | d_loss: 0.5329 | g_loss: 0.3064
Epoch [   10/   10] | d_loss: 0.4144 | g_loss: 0.9511
Epoch [   10/   10] | d_loss: 0.3273 | g_loss: 0.5297
Epoch [   10/   10] | d_loss: 0.3223 | g_loss: 0.7858
Epoch [   10/   10] | d_loss: 0.4726 | g_loss: 0.9921
Epoch [   10/   10] | d_loss: 0.3069 | g_loss: 0.3949
Epoch [   10/   10] | d_loss: 0.3298 | g_loss: 0.6351
Epoch [   10/   10] | d_loss: 0.3836 | g_loss: 0.8683
Epoch [   10/   10] | d_loss: 0.4994 | g_loss: 0.1527
Epoch [   10/   10] | d_loss: 0.2074 | g_loss: 0.6719
Epoch [   10/   10] | d_loss: 0.3742 | g_loss: 0.2623
Epoch [   10/   10] | d_loss: 0.5314 | g_loss: 0.4724
Epoch [   10/   10] | d_loss: 0.3010 | g_loss: 0.3041
Epoch [   10/   10] | d_loss: 0.1962 | g_loss: 0.9050
Epoch [   10/   10] | d_loss: 0.3787 | g_loss: 1.1526
Epoch [   10/   10] | d_loss: 0.6143 | g_loss: 0.0898
Epoch [   10/   10] | d_loss: 0.5640 | g_loss: 0.6181
Epoch [   10/   10] | d_loss: 0.3353 | g_loss: 0.6100
Epoch [   10/   10] | d_loss: 0.3218 | g_loss: 0.6577

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7ff0601cf5f8>

losses.shape

(900, 2)

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

I first tried training this current architecture for 50 epochs but realized the losses seemed to stagnate after epoch 14 or so. I decided to only train for 10 epochs (twice) and got the current results. However looking at the losses graphs, it seems that I could've trained for longer.

This solution can be extended in various directions. For example, utilizing other deeper architectures, or training schemes(different optimizers, loss functions, hyperparameters) could further improve GAN performance. Specifically, adding residual block will probably improve the performance and visual quality. Image diversity could be an issue and having a bigger more diverse dataset will improve the results.

Label smoothing will help the discriminator generalize better, and batch normalization will help to improve training rates and network stability.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.